{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 画3D图关键两点：第一点构建3D坐标系，输入坐标"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2, 2)"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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cOdPQZ/EzP/MzfPWrX2VoaIh33nln379//etf5yd+4ieYmpoC4CMf+Qh/7+/9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SmSEiiZdIpLsADX/ReYS8WzH0+bTroDbDM1o3x50xXGlB+4ifwKCFktmMjSsQ4AmPh/+wLBCC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\nhCgKBAKBQNCDEEWBQCAQCHr4f4xMVPQOkAVoAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc597828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###画坐标系\n",
    "fig=plt.figure()\n",
    "ax=Axes3D(fig)\n",
    "###输入坐标系[这样只能生成series坐标]\n",
    "x = np.arange(-4,4,0.25)\n",
    "y = np.arange(-4,4,0.25)\n",
    "###将series坐标变为grid坐标\n",
    "### http://blog.csdn.net/grey_csdn/article/details/69663432[meshgrid:网格向量生成]\n",
    "X,Y=np.meshgrid(x,y)\n",
    "### Z抽代表就是series\n",
    "Z = np.sin(np.sqrt(X**2+Y**2))\n",
    "ax.plot_surface(X,Y,Z,rstride = 1,cstride = 1,cmap='rainbow')\n",
    "#画投影\n",
    "ax.contour(X,Y,Z,zdir='z',offset=-2,cmap='rainbow')\n",
    "ax.set_zlim(-2,2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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aC6kB6vtGF4lsJ0QsFsPCwgLC4fAW6fBOYjt1HU12HR0dORWASlfw25EJbSXa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\nJBaCvNSTSCQSC0EmZIlEIrEQ/h+BpMUpVXf34QAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb6bb4e0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 如何打印3D坐标\n",
    "fig=plt.figure()\n",
    "ax=fig.add_subplot(111,projection='3d')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<mpl_toolkits.mplot3d.art3d.Line3D at 0x9401160>]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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SKfT391fdIommaSFfVwyzwQQe+bMDT58LwBleSW+MtJnx+eu7ccN4C/qbcqsMqk2D8DyP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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x93ce390>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "###官方文档的3D坐标打印\n",
    "fig=plt.figure()\n",
    "ax=fig.gca(projection='3d')\n",
    "\n",
    "theta = np.linspace(-4 * np.pi, 4 * np.pi, 100)\n",
    "z = np.linspace(-2, 2, 100)\n",
    "r = z**2 + 1\n",
    "x = r * np.sin(theta)\n",
    "y = r * np.cos(theta)\n",
    "ax.plot(x,y,z)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D坐标中如何设置散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ubAzPM8+A00ni+usZaGoyfpN9noyKCshfz/ylLyXo65OZmJAoKxOAAlQQjUrg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TqlaXWUlJRgsVi6CPy3t7dTXFysORY7kwhVlTM1SdtaZdnWYe+EbSKMiYnxSK3aWZNR\nuGngO3fuXLKysrBarZw8eZKhQ4cSFxfnhqglLjA4E7IQgvnz5xMYGKg1pgCWLl3a40aCvYZhdXU1\njz32GD4+PixbtgxANgy7oa2tjZKSEg4dOsSf/vQnrly5Qnx8PJMmTdJKHWPGjHF5PM728r6pqek2\naVLbmWDVVy4oKKjbcb++xhWT0WvXrrFmzRpKSkrYtm0bMTExboj0+odrcnIyY8aMIS8vj3PnzvVX\no1FPMjgT8qFDh5g2bRqTJk3S/shee+01UlNTe72RoDYM09LStNs+/PBD3n//ff7yl7/06LEHMmvW\nrCEgIIBf/vKXNDQ0aAL/RqOR6upqxo4dq43e6fV6lz0HbaVJbWeCrVYrVquVqKgoRo4c6fa5ZmdN\nRgGOHj3Kyy+/zPPPP4/BYHBro3Pjxo0UFRXR3NxMXl4eP/nJT/qr0agnGZwJ2V3YNgxta34//OEP\nmT17Ns8//7wHo+u/qG7UaoIuKiqira2NuLg4LUlPmjTJJfnQ+vp6Tp8+zciRI9HpdDQ3N9Pa2qq5\nbtjWo/sCW5PR2NhYh0xG29ra+N3vfkdpaSk7duwgKiqqT2KzR3V1NfPnz2fFihVs3LiRjz76iKCg\nIGpra/Hx8eHIkSNkZ2fz73//261x9UOkp15fcfXqVTIyMsjNze2SjNeuXYuPjw/z5s3zYHT9Gy8v\nLyIjI4mMjNQ+1EwmE8ePH6egoIAdO3ZQVlbGfffd10XgPzw83O5J02QyUV5ejtVqRa/X35bMbYWE\nqquru1hlqavgPZ3ptTUZ1ev1Dp3Kv/zyS5YuXcr8+fPZuHGjW0/FKllZWbz++uva1cV//vMfAgIC\ntHp/SEgINTU1bo9roCITspOYzWYyMjKYN28es2bN0m7fuXMneXl5fPrppy5dAttrGKrk5OSwdOlS\n6urqGDlyZK+8lv6CTqcjJSWFlJQUFi1ahBCCpqYmTeB/5cqVVFRUMHr0aG02Ojk5mcDAQPbt20dg\nYOAdVdF0Oh1BQUHaqJvqPtLU1ERdXR1nz57V6tG27iOOlBpcMRltbW1l9erVlJWVsXv3biIjI517\nw3qJvLw8Ro0ahV6vJz8/H7j+3tzKQDMa9SQyITuBEIKf//znxMbGatMbAPv27WP9+vV8/vnnLq/X\n+vj4sGHDhi4Nw7S0NOLi4jh//jwff/wxYWFhvfVS+jWKohAQEEBaWppWvxdC8N1331FQUMCRI0dY\nv1DbFZsAAAfhSURBVH49lZWVhIeHk56ejhACPz+/bleUu3t8X19ffH19CQ4OBrpKk1ZXV9PS0qIJ\n26tJ+lZhe2dNRoUQHD58mGXLlrFgwQJyc3M9cipWOXz4MP/617/Yu3ev5mGYlZU14I1GPYmsITuB\nvYbh4sWL6ejo0BS4pkyZwtatW3v0XLYNw2effZaVK1eSnp5OUVHRoDshO8u3337L3LlzycnJYcSI\nEZos6bFjx1AURRP4T05OJjo62uWkZytsb2uV9cADD2iX+PHx8Q7VpFtbW8nOzubUqVNs376d8PBw\nl2LqK/Lz88nJySEvL4/nnnuuvxqNehLZ1Ouv2DYM8/Pz+fTTT9m0aRPjxo2TCdkBhBCYzebbRrHU\npYqioiKMRiOFhYWUl5cTGBjYZcuwJ9oVFy9e5MyZM/j5+WG1WjU3bHuayUIIDh48yPLly/nFL37B\niy++6PYRPEewTcgVFRX91WjUk8iE3B+x3TB86qmnePTRR9m/fz/+/v4yIfcBqvuGrcB/bW1tF0Gl\nxMREHnjggTsmabPZTHl5ORaLpYvJqD3N5KNHj2oWUHV1dbzzzjuMHz/eXS9b4n5kQu5v3LphePLk\nSR5//HGtLq3W64xGI9///vedeuw7NQ3ffPNN3nrrLXx8fHj66acHg/LWHbFarZw+fbqLwL/JZLpN\n4F+dvDh37hy1tbUO6zVbLBZ27drFrl27sFqtmuHsW2+95TZrJYnbkQm5P2Fvw9CWnpyQ7W0ZXrp0\nibVr17Jnzx7uu+8+Ll++7JBH22Cjvb29i8D/V199hU6nw2w2ExUVxYoVK5gwYcJdyw0tLS2sXLmS\nyspKtm/fzrhx44DryyJDhgzpdScUqQ9+zyATcn/CXsNw5syZ2n16s2ShNg137NjBwoULeeKJJ3r8\nmIOJ/fv3s2TJEmbNmoWXlxeFhYVUVVURGhraZctwxIgRKIqCEIL8/HxeffVVfv3rX5OZmemWWrHU\nB79nkAlZ0j22TcOHH36Y9PR09u3bx/33309OTg4pKSmeDvGep6qqiuHDh3c5VVqtViorK7VSR1FR\nES0tLURFRXH58mWGDh3K9u3bPTq+KPXBPYZjXWIhhDNfkn5OS0uLSEpKEh988IEQQoj4+Hjx0ksv\nCavVKgoKCsS4ceOE1Wr1cJQDB5PJJIqKisSqVauExWLxaCznzp0ToaGhoqmpSfj7+3f5WUBAgIei\nGjQ4lGPvvfkaSZ/R3ZZhSEgIs2bNQlEUHnroIby8vKivr3f6sc+fP8+jjz5KbGws8fHxbNq0Cbju\nGDFlyhQSEhJITk7GaDT26mu61xkyZAh6vZ7s7GyPjrPZW/eX3GM4mrmFPCH3a6xWq/jpT38qDAZD\nl9u3bNkiVq5cKYQQory8XISEhLh0Qr5w4YIoLi4WQgjR3NwsIiMjxVdffSXS0tLE3r17hRBC7Nmz\nR0yfPr1nL0TiNCaTSTz55JNiw4YN2m1RUVHiwoULQojrv7uoqChPhTdYkCdkyU0OHz7Mn//8Zz77\n7DMSEhJISEhg7969LFiwgIqKCiZOnMicOXPYuXOnS0sRwcHBJCUlAdftlmJjY6mpqUFRFM2Gqamp\nSa7ZuhlhZ93/Rz/6ETt37gSu67Ckp6d7KkSJDbKpJ+l1bJuGNTU1zJgxAyEEVquVL7/8krFjx3o6\nxEGDO/XBJXdETllI3M+tXoaLFy9m+vTpZGRksHv3brZv384nn3zi6TAlEncjE7LEvXTnZejv709j\nY6M2i+vv76+VMCSSQYRDCVnWkCW9gr1a5ejRo/n8888B+Oyzz1zW9m1vb+ehhx5i8uTJxMfHs2rV\nKuD62nJqaiqRkZHMnj0bk8nU8xcjkXgIeUKW9Ar2apXDhw/HYDDQ2dnJ/fffz+bNm9Hr9U4/vrih\n1Obn54fZbGbq1Kls2rSJjRs3Dip/t3379mEwGLBYLGRmZrJ8+XJPhyRxDFmykAxM2tramDp1Klu2\nbOHpp58eNP5uFouFqKgoPv74Y0JCQkhJSeGvf/0rcXFxng5NcndkyUIysLBYLCQkJDBq1CjS0tII\nDw8fVP5uRqORiIgIJkyYgE6nY86cOfzzn//0dFiSXkQmZEm/wdvbm9LSUqqrqzEajXzzzTe33Wcg\n+7vV1NQQGhqqfT/QP4AGIzIhS/odAQEBPPLIIxw9elTzdwN67O9mr3E4b948oqOjmThxIgsWLMBs\nNvfK63CW7sqLA/kDaDDibA1ZIvEIiqIEAWYhRKOiKEOB/cB6YD7wgRDib4qibAVOCCE2u/gcCjBM\nCHFVUZQhwCHAAAQC/3fjbv8DfCGE2NLDl+RKfP8FZAshZtz4/hUAIcQ6d8ci6Ruk67SkvxAM7FQU\nxZvrV3a7hRB5iqJ8DfxNUZQ1wDHgHVefQFw/nVy98e2QG19CCLFXvY+iKEYgxNXn6CGFQKSiKOOB\nGmAO8N8eikXSB8gTskRiw42EXwxEAH8QQiyz+dkQoAAwCCEOeii+mUAu4A28K4RY64k4JH2DTMgS\nSTcoihIAfAi8JIQou3HbDqBVCJHl0eAkAxbZ1JNIukEI0QjkA08BKIqyCggCltzhn0kkPUImZInk\nBoqiBN04GXOjcfgEcEpRlExgBjBXCGH1ZIySgY1s6kkkN7HXOOwEqoAjN8bM/lcIsdqDcUoGKLKG\nLJFIJPcIsmQhkUgk9wgyIUskEsk9gkzIEolEco/w/00g1Qcr1R45AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc714780>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "#设置随机规则\n",
    "def randrange(n,vmin,vmax):\n",
    "    return (vmax-vmin)*np.random.rand(n)+vmin\n",
    "n=100\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111,projection = '3d')\n",
    "for c,m,zlow,zhight in [('r','o',-50,-25),('b','s',-30,-20)] :\n",
    "    xs=randrange(n,20,32)\n",
    "    ys=randrange(n,0,100)\n",
    "    zs=randrange(n,zlow,zhight)\n",
    "    ax.scatter(xs,ys,zs,color=c,marker=m)\n",
    "    \n",
    "    \n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D坐标中如何设置散点图-[如何旋转坐标轴]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SMqWdE06nk0QiseGxWpC73W4vmLxcDVartSohGzXogYGBst179VbIiqKsDb1c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\nOplkkmQ8TvjgQYS3vY3Q176GdPJkfl8eD7m779Y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oZM7MIGZl6R1AWQaXi/POczI6ajy4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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xc973160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "np.random.seed(1)\n",
    "#设置随机规则\n",
    "def randrange(n,vmin,vmax):\n",
    "    return (vmax-vmin)*np.random.rand(n)+vmin\n",
    "n=100\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111,projection = '3d')\n",
    "for c,m,zlow,zhight in [('r','o',-50,-25),('b','s',-30,-20)] :\n",
    "    xs=randrange(n,20,32)\n",
    "    ys=randrange(n,0,100)\n",
    "    zs=randrange(n,zlow,zhight)\n",
    "    ax.scatter(xs,ys,zs,color=c,marker=m)\n",
    "ax.view_init(50,40)##旋转坐标抽    \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3D坐标中如何设置条形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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qSsHt27dbSl2a6bmb12U2rxNeJgtp0u20psALQBBIpVJ6RyctuSSfz2N9fR2l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\n5ubmUBQFv99vkqvVYtGALMtcu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Y1uotHo96VV4TaZ3gDakenGxgYzMzNMTU1x4MABoNXB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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xb9ee7f0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(8,6))\n",
    "ax = fig.add_subplot(111,projection = '3d')\n",
    "for c, z in zip(['r', 'g', 'b', 'y'], [30, 20, 10, 0]): \n",
    "    xs=np.arange(20)\n",
    "    ys=np.random.rand(20)\n",
    "    cs = [c]*len(xs)\n",
    "    ax.bar(xs,ys,zs=z,zdir='y',color = cs,alpha = 0.5) ###注意二维的时候我们采用的means和bins ，但是三维时候考虑到Z抽"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
